{
 "cells": [
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 加载 IMDb 数据集",
   "id": "8d6f718b6687bb16"
  },
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2025-05-30T03:26:19.993661Z",
     "start_time": "2025-05-30T03:22:45.526745Z"
    }
   },
   "source": [
    "import os\n",
    "import pandas as pd\n",
    "\n",
    "# 加载 IMDb 数据\n",
    "def load_imdb_data(base_path):\n",
    "    data = []\n",
    "    for split in ['train', 'test']:\n",
    "        for label in ['pos', 'neg']:\n",
    "            dir_path = os.path.join(base_path, split, label)\n",
    "            for file in os.listdir(dir_path):\n",
    "                if file.endswith('.txt'):\n",
    "                    with open(os.path.join(dir_path, file), 'r', encoding='utf-8') as f:\n",
    "                        text = f.read()\n",
    "                    data.append({'text': text, 'label': 1 if label == 'pos' else 0, 'split': split})\n",
    "    return pd.DataFrame(data)\n",
    "\n",
    "# 替换为实际路径\n",
    "imdb_path = 'D:\\\\machineLearning\\\\shangji3\\\\aclImdb_v1\\\\aclImdb'  # 下载并解压后指定路径\n",
    "imdb_df = load_imdb_data(imdb_path)\n",
    "\n",
    "# 分割训练和测试集\n",
    "imdb_train = imdb_df[imdb_df['split'] == 'train'][['text', 'label']]\n",
    "imdb_test = imdb_df[imdb_df['split'] == 'test'][['text', 'label']]"
   ],
   "outputs": [],
   "execution_count": 8
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": [
    "# 预处理\n",
    "\n",
    "\n"
   ],
   "id": "417bdb45c5b6b6c7"
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "### 转换为小写，分词，去除英文停用词和非字母字符",
   "id": "6e62254bc93b7d8"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-05-30T03:32:05.017090Z",
     "start_time": "2025-05-30T03:31:32.187934Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import nltk\n",
    "from nltk.tokenize import word_tokenize\n",
    "from nltk.corpus import stopwords\n",
    "import string\n",
    "\n",
    "# 英文停用词\n",
    "eng_stopwords = set(stopwords.words('english'))\n",
    "\n",
    "# 预处理 IMDb\n",
    "def preprocess_imdb(text):\n",
    "    try:\n",
    "        text = text.lower()\n",
    "        tokens = word_tokenize(text)\n",
    "        tokens = [t for t in tokens if t.isalpha() and t not in eng_stopwords]\n",
    "        return ' '.join(tokens) if tokens else ''\n",
    "    except Exception as e:\n",
    "        print(f\"Error processing text: {e}\")\n",
    "        return ''\n",
    "\n",
    "# 应用预处理（假设 imbd_train 和 imbd_test 已加载）\n",
    "imdb_train['clean_text'] = imdb_train['text'].apply(preprocess_imdb)\n",
    "imdb_test['clean_text'] = imdb_test['text'].apply(preprocess_imdb)\n",
    "\n",
    "# 检查处理结果\n",
    "print(\"Sample of processed train data:\")\n",
    "print(imdb_train[['text', 'clean_text']].head())\n",
    "print(\"Sample of processed test data:\")\n",
    "print(imdb_test[['text', 'clean_text']].head())"
   ],
   "id": "6f4370864b72cafa",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sample of processed train data:\n",
      "                                                text  \\\n",
      "0  Bromwell High is a cartoon comedy. It ran at t...   \n",
      "1  Homelessness (or Houselessness as George Carli...   \n",
      "2  Brilliant over-acting by Lesley Ann Warren. Be...   \n",
      "3  This is easily the most underrated film inn th...   \n",
      "4  This is not the typical Mel Brooks film. It wa...   \n",
      "\n",
      "                                          clean_text  \n",
      "0  bromwell high cartoon comedy ran time programs...  \n",
      "1  homelessness houselessness george carlin state...  \n",
      "2  brilliant lesley ann warren best dramatic hobo...  \n",
      "3  easily underrated film inn brooks cannon sure ...  \n",
      "4  typical mel brooks film much less slapstick mo...  \n",
      "Sample of processed test data:\n",
      "                                                    text  \\\n",
      "25000  I went and saw this movie last night after bei...   \n",
      "25001  Actor turned director Bill Paxton follows up h...   \n",
      "25002  As a recreational golfer with some knowledge o...   \n",
      "25003  I saw this film in a sneak preview, and it is ...   \n",
      "25004  Bill Paxton has taken the true story of the 19...   \n",
      "\n",
      "                                              clean_text  \n",
      "25000  went saw movie last night coaxed friends mine ...  \n",
      "25001  actor turned director bill paxton follows prom...  \n",
      "25002  recreational golfer knowledge sport history pl...  \n",
      "25003  saw film sneak preview delightful cinematograp...  \n",
      "25004  bill paxton taken true story us golf open made...  \n"
     ]
    }
   ],
   "execution_count": 12
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "Top-10 词云，词频 和 类别分布柱状图",
   "id": "5ae594855d667945"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-05-30T03:35:10.074647Z",
     "start_time": "2025-05-30T03:34:58.537993Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from collections import Counter\n",
    "from wordcloud import WordCloud\n",
    "import seaborn as sns\n",
    "\n",
    "# 类别分布柱状图\n",
    "plt.figure(figsize=(10, 4))\n",
    "plt.subplot(1, 2, 1)\n",
    "sns.countplot(x='label', data=imdb_train)\n",
    "plt.title('IMDb Train Set Class Distribution')\n",
    "plt.subplot(1, 2, 2)\n",
    "sns.countplot(x='label', data=imdb_test)\n",
    "plt.title('IMDb Test Set Class Distribution')\n",
    "plt.show()\n",
    "\n",
    "# Top-10 词频率图\n",
    "def plot_top10(texts, title):\n",
    "    words = ' '.join(texts).split()\n",
    "    counter = Counter(words)\n",
    "    top10 = counter.most_common(10)\n",
    "    words, counts = zip(*top10)\n",
    "    plt.bar(words, counts)\n",
    "    plt.title(title)\n",
    "    plt.xticks(rotation=45)\n",
    "    plt.show()\n",
    "\n",
    "plot_top10(imdb_train['clean_text'], 'IMDb Top-10 Words (Train)')\n",
    "\n",
    "# 词云\n",
    "wc_imdb = WordCloud(width=800, height=400, background_color='white').generate(' '.join(imdb_train['clean_text']))\n",
    "plt.figure(figsize=(8, 4))\n",
    "plt.imshow(wc_imdb, interpolation='bilinear')\n",
    "plt.axis('off')\n",
    "plt.title('IMDb Word Cloud (Train)')\n",
    "plt.show()"
   ],
   "id": "a582bb807cdf1d49",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x400 with 2 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjwAAAHHCAYAAAC7soLdAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjMsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvZiW1igAAAAlwSFlzAAAPYQAAD2EBqD+naQAASKpJREFUeJzt3QeUFFXaxvF3GJZsQJIgrAkTCIIgooAREQwLC4igKyIoqATDgkoQFAQVw4piABMioIi6sqiLkTWBokSRxQV1BUGiQ5I809957lr99QyDzECH6sv/d86cme7q7rldXV311HtvVWVEIpGIAQAAeKxIqhsAAACQaAQeAADgPQIPAADwHoEHAAB4j8ADAAC8R+ABAADeI/AAAADvEXgAAID3CDwAAMB7BB4gQR577DE74YQTore/+OILd1s/n376ab7P+e6776KP+emnn9x9r7/+evS+4KdWrVp23nnn2Z133mkrV6783f9bEHfcccdu/yPvz1VXXWXJsmvXLmvXrp17L3n9+uuvdvfdd1ujRo2sbt26dt1119n333+/x9f66KOPXPs//PDD3aZdcsklbtrbb7+927RLL73Urr76aksEzW99fvHw3HPPWe/evd3ysrfPUD9aDveHXiO/z2VPduzYYc2bN7e5c+fu1/8F9lfR/X4FAIVSpEgRmzp1qjVu3Hi3aflteAMjR460ChUquL+3bt1qixcvttGjR9v7779vEydOtD/+8Y/73KYbb7zR2rdvH739xBNP2MKFC93/DJQpU8aSYfv27XbbbbfZvHnzrEmTJrtN/+tf/+qm9enTx7VJbezYsaO99dZbdsghh+z2+Pr169sf/vAHmzNnTq6QoaCoeXjooYfaJ598YhdddFF02vr16920W2+91cJMAXnUqFH2j3/8w8qWLeuWg8CaNWusR48edsMNN9g555wTvb969er79T/1Pw4//PACP75YsWIukN1+++02efJkK1GixH79f2BfEXiAJDv11FPtvffes7vuusuKFi26W+A56aST7N///vduz9P9VatWjd4+44wz3Aa8devWNmjQIHv++ef3uU0KS7GB6bDDDnMbqjp16lgyffXVVzZ48GBbtWpVvtMVWqZNm+aC3tlnnx0NNOeff75NmDDBbdzzKl26tKuIzZ49O9f9CjmlSpVyQe+1117brR26zKCqSGH2wAMPuCpVpUqV3O3YzyuoEOpzjefnuC+v1bRpU3vkkUfspZdesmuuuSZubQEKgy4tIMlUSVAF4fPPP891/6JFi+y///2vtWjRosCvpQB0+eWX2/Tp023p0qW5pqnyc+GFF7qN/WWXXWYzZszY77Z/9tlndsUVV1i9evXs9NNPd9WWn3/+OTo96H5TBebPf/6z1a5d23UNqaJVEAosVapUca+TH3UFKqTEVscUzk477TTXdbUnZ555pn399deueyU28Og9qIqkaojmf2DWrFmuYlKjRo1o1enxxx93XTOan82aNXOhKycnJ/ocdfmpktGrVy8XCoIN+4YNG6xv377WoEED106FlNjniT6766+/3rXnlFNOcZ/p770f+c9//mP/+te/XOApLAXlYcOGuS47fUb9+/d392seqCrUsGFDq1mzpps399xzj23bti3fLq2gm1bLVufOnV3bFRL1HrOzs3P9Ty0HCuWxnwGQTAQeIMnUpXDcccftFgLUJaONYtBtVVBBFUIb6VjaiKmrRxsnVTk01kUb/X31xhtvuI1a5cqV7eGHH3YbcVVctHFet25drsd269bNVV3U3XT00UfbzTffvNcNuIwbN86eeuopO+KII/bYhaOQl5mZmet+VTF++OGHPb6uqmEKLeqmE22MtZFWcFI4UdeYAlDgyy+/dCEpIyPDVXoURp555hkXHNU+BR9VLFRZi/XPf/7Tzesnn3zSrr32Whds9FvvXV069913n6s0xXZd6jGaX+qmHD58uOtOVDebwt+PP/64x/c0ZcoUt6zsa/Vm/PjxLrzp/7Vt29ZWr15tV155pWuH2vn000/bxRdfbC+++KKNHTv2d19LQU8hWPNGAUzzatKkSbkeo3mmyt3MmTP3qb3A/qJLC0gBVXG0EYnt1tJGUBvWwgoCkqoUsTSwVxuZYIOvAKKN2KOPPlro/6GN8oMPPugCwkMPPZSre04Vq2effdaNu4mtdnTv3t39rSqBqj2qkATdUHuyt8HWmzZtyncskUKGBjPviSoPqgwpbCggqAK1ceNG9340/1VZUeBRKNTrqEsxGNP08ccfuwqaQp4CQBAyNRZlxIgRLlQqwIrGCmm+qztQVIGZP3++m+9nnXVWrq7IgMKiBl1rHFUwf1R1UVj8vWqIKoQKLApl+0KVNAWV2OqZuk31noJ5rNCnqp4qOV27dt3jaykIBp+33p+qi3rvsePCjjzySDfGKgiaQLJR4QFC0K2lDbD2ftVVUliqQEjshk8b3tjXKl68uNvgqnKxL1Q9UaDK232iyoqOlMq7166AE1C7LrjgArfhV9eIqis6Civ4ydv1UZD3mp/f2/BrfmisTzCORxt3VYqOOuqoaIDRNLVPRxOpXUHlTO9NoSgIj4E//elP0emBY445Jhp2grFA+t+xg68VvGKDX/ny5V3VT0fcqQqkyo0CpipoQZDKz7Jly3KN6SoshZtYCiGqsGlZWbJkiX3wwQeuUvXLL7/stRtKy0AsDWresmVLviErGFsEJBuBB0gBdfNogxN0a6m6ow1OfkcZ7U1wWHrskTMaf6KjwWKVK1fOVTX2hcJZsHHOS/ep8hKrYsWKu/1vhRX9/06dOrnxIcGPbheUKg/5VXJ030EHHfS7z1XlIQg8qubEVhn0986dO10XnUKKgou67oIxOJqfebvRgspa7HtXpSmWnqvuqbxhLLbbUtN0aHmrVq1cEFPVRWFL3YB6/p5s3rzZSpYsaftKwSu/Kp66VVXJGjJkiKt0KQDtTd4jr7Ts5RdO1V61G0gFAg+QwiqPjtbShlbBJ+guKSx1t2ijqQpGQBvhvBuctWvXugG++0Ib7eA18lLlR4Egv4AU+78VGPQ66vJ59dVXoz+6XZigqApB3kG/Guty7LHH7jXwqPtIG/EFCxbkqrqou0XVEoUdVcFij85SCM3KytqtEqUxL5L3vcfStPyem3f+6CgrdW8q8GisVJcuXezdd99144T2RPMyb9DcHxqEPWbMGBswYICbD+qSUvfnvi4z+VHgDZYlINkIPEAKx/Fow6eBntqT1xibfanuaHCozrMSVCREA09jjwJTBUQbMI1V2RcKGqpKvPnmm7t1q6gLSGN5YmkMR0DBSxtvDWpVd4+qJxp7EvzodkGpEqP3EjvAWF0u2kDv7RDyE0880QUQbdRVgdCRSLH0fAUhDezW2JWAKh7q4so7yFznvhG9r98LWXpu7PxQ95DGxQRUVdL/U5efgqsqf7fccosdf/zxtmLFij2+tgZ2xx4ht7806F1da23atIlWy9TNqqPB8gbMfaHlQK+3pwHpQKIxaBlIkWrVqrkNvk4cpzEuebsY8lJlIqiwKNB8++23buOt7oSBAwfmeqzGjfTr18+dOE/dQNp71/gUDYzdFwoIei2NK9Gh6Bq/osqFBtaqApL33Co62khHRSkoKZDp6KoXXnjB9pcO61YA0UkH9aNqgY5C0wa6Q4cOv/tchQmFHB0NFxyZlTdMBScajA2GGvuk26p8aIOt4KRxOxqIrLFKv3ciPwUeva6eq+qSNvYarK6Qpm4+0aHv+gw16Ltnz56ui1BVO33eGhC9JwpoOveQgsS+DlyOpYHSOmJLy4rmj6pmWjYV0LS87S8FJ1Wk8juZJJAMBB4gxd1aqigUpDtL50eJDTTaeCoo6eiZvIeyqxtCwURHFqnLSUcpaUBqYaopeekEhxqjoo2gjshRYNDGSyEh7/9X94wepwqQNugaoxLb5bY/FLJ02LRClSoPqi6p66cg458UQHToeH5HCWmawoM29rFjcRQm9F7UvaOAqbCi7i+974KcRE/t1dgYPV8hUJ+5LpuhQcGiMTKaPzr6bejQoa7bR4OpdQJGzfM90aB0HfmmypA+3/2lQ+MVYhXI9LqqGLZs2TL6/tWugw8+eJ9fX0e7aTnJWw0EkiUj8nuHPQBAIeiEgaoCaWO+P0cQoWB0GgN10917770WZtrM6CSYOmllYQapA/HEGB4ASFMa66PxUb831icM1EYN3I49Lw+QbAQeAEhTOlGjuqLUZRZWGgOkrlV1QXLhUKQSXVoAAMB7VHgAAID3CDwAAMB7BB4AAOA9Ag8AAPAegQcAAHiPMy3HWLdOF1y0UNKZ48uVOyjUbcwP7U4u2p1ctDu5aHdyZaRBu4M2FgSBJ4Y+0LB+qOnUxvzQ7uSi3clFu5OLdidXJE3bnRddWgAAwHsEHgAA4D0CDwAA8B6BBwAAeI/AAwAAvEfgAQAA3iPwAAAA7xF4AACA9wg8AADAewQeAADgPQIPAADwHoEHAAB4j8ADAAC8x9XSk6BIkQz3Ew+ZmfHJqDk5EfcDAMCBgMCTYAo6hxxayorGKaiULVs6Lq+zKzvHNqzfQugBABwQCDxJCDwKOze9PMeWrN5sYVC9Yhkb0b6uaxuBBwBwINjnwLNjxw5r3bq13XnnnXb66ae7+5YtW+Zuz50716pUqWL9+vWzxo0bR58zffp0GzZsmHvcKaecYkOHDrVq1apFp48ZM8aeffZZ27x5s7Vo0cK9VsmSJd207du32913323vvvuulShRwjp37ux+Anv736mmsPPNio2pbgYAAAekfepnUfi49dZbbfHixdH7IpGIde/e3cqXL2+vvfaatWzZ0nr06GErVqxw0/Vb0xWSXn31VTvssMPsxhtvdM+Td955x0aOHGmDBw+2F154webNm2cPPPBA9PWHDx9uCxYscNMGDRrkHjt16tQC/W8AAHBgK3TgWbJkibVr186WLl2a6/7PP//cVVkUWI499ljr1q2b1alTxwUQmTRpkp188smuKnPcccfZvffea8uXL7eZM2e66WPHjrWrr77azj33XKtdu7ar5ui5W7dutS1btrjn9+/f32rWrGkXXHCBXXvttTZ+/PgC/W8AAHBgK3TgUUBRF9bEiRNz3a+KTI0aNaxUqVLR++rVq+e6mILp9evXj05TV5XCi6ZnZ2fb119/nWu6AsvOnTtt0aJF7mfXrl1Wt27dXK+t18zJydnr/wYAAAe2Qo/hueKKK/K9f82aNVaxYsVc95UrV85Wrly51+kbN2503WSx04sWLWqHHnqom16kSBErW7asFStWLDpd3Vd6zvr16/f6vwsqIz5HjqeVRL/n4PXTbd7S7uSi3clFu5OLdidOYdoWt6O01PUUG0hEtzW4eW/Tt23bFr2d33SN0clvmmj63v53QZUrd5AdSOJ1iLvP85Z2JxftTi7anVy0O7XiFniKFy/uqi2xFDh0RFUwPW8A0e2DDz7YTQtu552uri91eeU3TfT6e/vfBbVu3Sb7bQx13OhEgckMFoWRlfWrZWfnJDx968uSiHmbSLQ7uWh3ctHu5KLdiW9jUgNPpUqV3IDmWGvXro12NWm6buedftJJJ7muK4UW3dagY9GYHYWYChUquApPVlaWu09dXaJuLAUaBaa9/e+C0gca1g81UZL1ftN13tLu5KLdyUW7k4t2e3ItLZ1X55tvvol2T8msWbPc/cF03Q6oG2rhwoXufo3RqVWrVq7pGnCscHPiiSe6UKS/Ywch67F6jp67t/8NAAAObHELPA0aNLDKlStb37593fl5Ro8ebfPnz7e2bdu66W3atLHZs2e7+zVdj6tatWr0pIUaDK2TDr7//vvueXfddZc7/F1dWvpp1aqVu0/T9JjnnnvOOnbsWKD/DQAADmxxCzyZmZn2xBNPuK4mnVzwH//4hz3++OPurMeicPPYY4+5c+MoiKi7StMzfhtiffHFF7vz5wwcONCdq0fn4unTp0/09RVmdBi7ztWjc/T07NnTmjVrVqD/DQAADmwZkeBUx7C1a+M/MKto0f8NWr740U9Cc2mJmlUOtrd6NXGDlnftSvyg5fLlD0rIvE0k2p1ctDu5aHdy0e7EtzGpFR4AAICwIvAAAADvEXgAAID3CDwAAMB7BB4AAOA9Ag8AAPAegQcAAHiPwAMAALxH4AEAAN4j8AAAAO8ReAAAgPcIPAAAwHsEHgAA4D0CDwAA8B6BBwAAeI/AAwAAvEfgAQAA3iPwAAAA7xF4AACA9wg8AADAewQeAADgPQIPAADwHoEHAAB4j8ADAAC8R+ABAADeI/AAAADvEXgAAID3CDwAAMB7BB4AAOA9Ag8AAPAegQcAAHiPwAMAALxH4AEAAN4j8AAAAO8ReAAAgPcIPAAAwHsEHgAA4D0CDwAA8B6BBwAAeI/AAwAAvEfgAQAA3iPwAAAA7xF4AACA9wg8AADAewQeAADgPQIPAADwHoEHAAB4j8ADAAC8R+ABAADeI/AAAADvEXgAAID3CDwAAMB7BB4AAOA9Ag8AAPAegQcAAHiPwAMAALxH4AEAAN6La+D5+eefrVu3bnbqqafaeeedZ2PGjIlOW7hwoV122WV2yimnWJs2bWzBggW5nvvmm29a06ZN3fTu3bvbL7/8Ep0WiUTswQcftIYNG1qDBg1s+PDhlpOTE52elZVlPXv2tLp167r/O3ny5Hi+LQAAkObiGnhuvvlmK1WqlL3++uvWr18/e+SRR+y9996zLVu2WNeuXa1+/fpumoKJgpHul/nz51v//v2tR48eNnHiRNu4caP17ds3+rrPP/+8C0QjR460Rx991KZMmeLuC+ixmzZtcs+94YYbbMCAAe41AQAApGi8ZsOGDRts7ty5NmTIEDvqqKPcT5MmTWzGjBluWvHixe22226zjIwMF24+/vhjmzp1qrVu3drGjRtnLVq0sFatWrnXUgXn3HPPtWXLllm1atVs7Nix1qtXLxeYpHfv3jZixAjr0qWLLV261KZNm2YffPCBVa1a1Y4//njXjgkTJljt2rX5lAEAQPwqPCVKlLCSJUu6Cs7OnTvt+++/t9mzZ9tJJ51k8+bNs3r16rmwI/qtbi8FE9H0IMxI5cqVrUqVKu7+VatWua6y0047LTpdr7V8+XJbvXq1e4wer7ATO33OnDnxemsAACDNxa3CowrOwIEDXYVHFZns7GxXvdG4HVVfqlevnuvx5cqVs8WLF7u/FVwqVqy42/SVK1famjVr3O3Y6eXLl3e/g+n5PVdBqbB+y2MHlES/5+D1023e0u7kot3JRbuTi3YnTmHaFrfAI999953rirrmmmtcmFH4OeOMM2zr1q1WrFixXI/V7R07dri/t23btsfpmhbcjp0mmr631y6McuUOsgNJ2bKlk/a/0nXe0u7kot3JRbuTi3anVtwCj8bqvPrqq/bRRx+57q1atWq5KsuTTz7pxuHkDSC6rccF1aH8pquLLDbc6HHB36Lpe3pu8NqFsW7dJotELK4yM4skNVgURlbWr5ad/f9HuyUqfevLkoh5m0i0O7lod3LR7uSi3YlvY1IDjw4zP/LII3MFjRo1athTTz3lxuesXbs21+N1O+iKqlSpUr7TK1So4KaJuq6CcTpBN1cwfU/PLSx9oGH9UBMlWe83Xect7U4u2p1ctDu5aLcng5YVXn788cdc1RYNXFZI0bl1NIhY59MR/daAZt0v+j1r1qzo8zRIWT+6X4FGA5hjp+tv3af/WadOHTeAWeN5YqfrfgAAgLgGHp3w7w9/+IM7B84PP/xgH374oavuXHXVVda8eXN3bp2hQ4fakiVL3G+NvdGh6NKhQwd3ssBJkybZokWL3OHr55xzjusKC6brxINffPGF+3nooYesY8eObpoe07hxY+vTp497rl5D5+y58sor+YQBAEB8u7QOOuggd2ZlhZm2bdvaYYcd5k4CePnll7vD0EeNGmWDBg2yV155xU444QQbPXq0O0mh6ESEgwcPdicV1Dl7GjVq5AY8B3S+nXXr1rkTE2ZmZrrX79SpU3S6ztujc/u0a9fOdWUNGzaMc/AAAICojEjQzwRbuzb+A7OKFv3foOWLH/3Evlmx0cKgZpWD7a1eTdyg5V27Ej9ouXz5gxIybxOJdicX7U4u2p1ctDvxbSwILh4KAAC8R+ABAADeI/AAAADvEXgAAID3CDwAAMB7BB4AAOA9Ag8AAPAegQcAAHiPwAMAALxH4AEAAN4j8AAAAO8ReAAAgPcIPAAAwHsEHgAA4D0CDwAA8B6BBwAAeI/AAwAAvEfgAQAA3iPwAAAA7xF4AACA9wg8AADAewQeAADgPQIPAADwHoEHAAB4j8ADAAC8R+ABAADeI/AAAADvEXgAAID3CDwAAMB7BB4AAOA9Ag8AAPAegQcAAHiPwAMAALxH4AEAAN4j8AAAAO8ReAAAgPcIPAAAwHsEHgAA4D0CDwAA8B6BBwAAeI/AAwAAvEfgAQAA3iPwAAAA7xF4AACA9wg8AADAewQeAADgPQIPAADwHoEHAAB4j8ADAAC8R+ABAADeI/AAAADvEXgAAID3CDwAAMB7BB4AAOA9Ag8AAPAegQcAAHiPwAMAALwX18CzY8cOu/vuu+20006zM8880x5++GGLRCJu2sKFC+2yyy6zU045xdq0aWMLFizI9dw333zTmjZt6qZ3797dfvnll+g0vcaDDz5oDRs2tAYNGtjw4cMtJycnOj0rK8t69uxpdevWtfPOO88mT54cz7cFAADSXFwDzz333GPTp0+3Z5991h566CF75ZVXbOLEibZlyxbr2rWr1a9f315//XUXTLp16+bul/nz51v//v2tR48e7vEbN260vn37Rl/3+eefd4Fo5MiR9uijj9qUKVPcfQE9dtOmTe65N9xwgw0YMMC9JgAAgBSN12xYv369vfbaay6I1K5d293XuXNnmzdvnhUtWtSKFy9ut912m2VkZLhw8/HHH9vUqVOtdevWNm7cOGvRooW1atXKPU8VnHPPPdeWLVtm1apVs7Fjx1qvXr1cYJLevXvbiBEjrEuXLrZ06VKbNm2affDBB1a1alU7/vjjbe7cuTZhwoRoOwAAwIEtbhWeWbNmWZkyZVyXU0BVnXvvvdeFnnr16rmwI/p96qmnumAimh6EGalcubJVqVLF3b9q1Sr7+eefXTdZQK+1fPlyW716tXuMHq+wEzt9zpw58XprAAAgzcWtwqNqzBFHHGFvvPGGPfXUU7Zz505XvVEX05o1a6x69eq5Hl+uXDlbvHix+1vBpWLFirtNX7lypXuuxE4vX768+x1Mz++5CkqF9VseO6Ak+j0Hr59u85Z2JxftTi7anVy0O3EK07a4BR6Nx/nxxx/t5ZdfdlUdBZGBAwdayZIlbevWrVasWLFcj9dtDXKWbdu27XG6pgW3Y6eJpu/ttQujXLmD7EBStmzppP2vdJ23tDu5aHdy0e7kot2pFbfAo3E6mzdvdoOVVemRFStW2EsvvWRHHnnkbgFEt0uUKOH+1vie/KYrLMWGGz0u+Fs0fU/PDV67MNat22S/HVQWN5mZRZIaLAojK+tXy87+/6PdEpW+9WVJxLxNJNqdXLQ7uWh3ctHuxLcxqYGnQoUKLnwEYUeOPvpoN/5G43rWrl2b6/G6HXRFVapUKd/pek1NE1WMgnE6QTdXMH1Pzy0sfaBh/VATJVnvN13nLe1OLtqdXLQ7uWi3J4OWdf6c7du32w8//BC97/vvv3cBSNM0iDg4J49+z549290fPFeDngMKSfrR/Qo0GsAcO11/6z4Fpjp16rgBzBrPEztd9wMAAMQ18BxzzDF2zjnnuHPiLFq0yD755BMbPXq0dejQwZo3b+7OrTN06FBbsmSJ+62xNzoUXfQYnSxw0qRJ7rk6fF2vpUPSg+k68eAXX3zhftRt1rFjRzdNj2ncuLH16dPHPVevoXP2XHnllXzCAAAgvl1aolAyZMgQF1A0vkah46qrrnKHoY8aNcoGDRrkTkZ4wgknuDBUqlQp9zydiHDw4MHupIIbNmywRo0audcJ6Hw769atcycmzMzMtLZt21qnTp2i03XeHp3bp127dq4ra9iwYZyDBwAARGVEgn4m2Nq18R+YVbTo/wYtX/zoJ/bNio0WBjWrHGxv9WriBi3v2pX4Qcvlyx+UkHmbSLQ7uWh3ctHu5KLdiW9jQXDxUAAA4D0CDwAA8B6BBwAAeI/AAwAAvEfgAQAA3iPwAAAA7xF4AACA9wg8AADAewQeAADgPQIPAADwHoEHAAB4j8ADAAC8R+ABAADeI/AAAADvEXgAAID3CDwAAMB7BB4AAOA9Ag8AAPAegQcAAHiPwAMAALxH4AEAAN4j8AAAAO8ReAAAgPcIPAAAwHsEHgAA4D0CDwAA8B6BBwAAeI/AAwAAvEfgAQAA3iPwAAAA7xF4AACA9wg8AADAewQeAADgPQIPAADwHoEHAAB4j8ADAAC8R+ABAADeI/AAAADvEXgAAID3CDwAAMB7BB4AAOA9Ag8AAPAegQcAAHiPwAMAALxH4AEAAN4j8AAAAO8ReAAAgPcIPAAAwHsEHgAA4D0CDwAA8B6BBwAAeI/AAwAAvFc01Q1AeBUpkuF+4iEzMz7ZOicn4n4AACgMAg/ypaBzyKGlrGicgkrZsqXj8jq7snNsw/othB4AQKEQeLDHwKOwc9PLc2zJ6s0WBtUrlrER7eu6thF4AACFQeDB71LY+WbFxlQ3AwCA/cKgZQAA4L2EBZ6uXbvaHXfcEb29cOFCu+yyy+yUU06xNm3a2IIFC3I9/s0337SmTZu66d27d7dffvklOi0SidiDDz5oDRs2tAYNGtjw4cMtJycnOj0rK8t69uxpdevWtfPOO88mT56cqLcFAADSUEICz1tvvWUfffRR9PaWLVtcAKpfv769/vrrLph069bN3S/z58+3/v37W48ePWzixIm2ceNG69u3b/T5zz//vAtEI0eOtEcffdSmTJni7gvosZs2bXLPveGGG2zAgAHuNQEAABISeNavX+8qMLVq1Yre9/bbb1vx4sXttttus2OPPdaFm9KlS9vUqVPd9HHjxlmLFi2sVatWduKJJ7rnKzAtW7bMTR87dqz16tXLBSZVeXr37m3jx49305YuXWrTpk2ze+65x44//nhXRfrTn/5kEyZM4BMGAACJCTz333+/tWzZ0qpXrx69b968eVavXj3LyPjfOV30+9RTT7W5c+dGpyvMBCpXrmxVqlRx969atcp+/vlnO+2006LT9VrLly+31atXu8fo8VWrVs01fc6cOfF+awAAIE3F9SitGTNm2FdffeW6nO66667o/WvWrMkVgKRcuXK2ePFi97eCS8WKFXebvnLlSvdciZ1evnx59zuYnt9zFZQK67c8dkBJ1/ec6HYHr59u84d2JxftTi7anVwZadDuwrQtboFn+/btNmjQIBs4cKCVKFEi17StW7dasWLFct2n2zt27HB/b9u2bY/TNS24HTtNNH1vr10Y5codZAeSeJ0M0Od2p+syQbuTi3YnF+1OrnJp2u6EBR4NKD755JOtSZMmu03T+J28AUS3g2C0p+klS5bMFW70uOBv0fS9vXZhrFu3ySJxPp+dLqkQ1mCRlfWrZWf//9FuPrQ7nnsN+pInYplIJNqdXLQ7uWh3cmWkQbuDNiY18OjIrLVr17ojsCQIIe+8845dcsklblos3Q66oipVqpTv9AoVKrhpoq6rYJxO0M0VTN/TcwtLH2hYP9RESdf3m6x2p+syQbuTi3YnF+1OrkiatjthgefFF1+0Xbt2RW/rvDmiI6q+/PJLe/rpp935dDRgWb9nz55t119/vXuMzr0za9Ysa926tbutQcr60f0KNBrArOlB4NHfuk+BqU6dOm4As8bzHH744dHpuh8HJi56CgBIWOA54ogjct3WYedy5JFHukHEDz30kA0dOtTat29vL7/8sht7o0PRpUOHDnbVVVe5kKLD2fW4c845x6pVqxadrgAVBBq9VufOnd3fekzjxo2tT58+7nD3r7/+2p2zR4e648DDRU8BACm7llaZMmVs1KhRblDzK6+8YieccIKNHj3aSpUq5aarG2zw4MHupIIbNmywRo0a2ZAhQ6LP79Kli61bt86dmDAzM9Patm1rnTp1ik7XeXsUdtq1a+e6soYNG2a1a9dOxltDyHDRUwBAUgPPfffdl+u2Asjf//73PT5e3VlBl1ZeCjk6m3Ls2ZdjqYL01FNP7WeL4RMuegoAiMXFQwEAgPcIPAAAwHsEHgAA4D0CDwAA8B6BBwAAeI/AAwAAvEfgAQAA3iPwAAAA7xF4AACA9wg8AADAewQeAADgPQIPAADwHoEHAAB4j8ADAAC8R+ABAADeI/AAAADvEXgAAID3CDwAAMB7BB4AAOA9Ag8AAPAegQcAAHiPwAMAALxH4AEAAN4j8AAAAO8ReAAAgPcIPAAAwHsEHgAA4D0CDwAA8B6BBwAAeI/AAwAAvEfgAQAA3iPwAAAA7xF4AACA9wg8AADAewQeAADgPQIPAADwHoEHAAB4j8ADAAC8R+ABAADeI/AAAADvEXgAAID3iqa6AQD+p0iRDPcTD5mZ8dmXycmJuB8ASHcEHiAEFHQOObSUFY1TUClbtnRcXmdXdo5tWL+F0AMg7RF4gJAEHoWdm16eY0tWb7YwqF6xjI1oX9e1jcADIN0ReIAQUdj5ZsXGVDcDALzDoGUAAOA9Ag8AAPAegQcAAHiPwAMAALxH4AEAAN4j8AAAAO8ReAAAgPcIPAAAwHsEHgAA4D0CDwAA8B6BBwAAeI/AAwAAvBfXwLNq1Srr1auXNWjQwJo0aWL33nuvbd++3U1btmyZderUyerUqWMXXXSRffrpp7meO336dLvkkkvslFNOsY4dO7rHxxozZox7zbp161q/fv1s69at0Wn6H7qvfv361rhxY3vuuefi+bYAAECai1vgiUQiLuwoiIwfP97+9re/2bRp0+yRRx5x07p3727ly5e31157zVq2bGk9evSwFStWuOfqt6a3bt3aXn31VTvssMPsxhtvdM+Td955x0aOHGmDBw+2F154webNm2cPPPBA9H8PHz7cFixY4KYNGjTIPXbq1KnxemsAACDNFY3XC33//fc2d+5c++yzz1ywEQWg+++/38466yxXsXn55ZetVKlSduyxx9qMGTNc+OnZs6dNmjTJTj75ZOvcubN7nipDjRo1spkzZ9rpp59uY8eOtauvvtrOPfdcN/3uu++2Ll26WJ8+fVwo0vOffvppq1mzpvtZvHixC13NmzeP19sDAABpLG4VngoVKtgzzzwTDTuBzZs3u4pMjRo1XNgJ1KtXzwUk0XR1RwVKlizpgoumZ2dn29dff51rurrFdu7caYsWLXI/u3btcl1dsa+t18zJyYnX2wMAAGksbhWegw8+2I2xCShsjBs3zho2bGhr1qyxihUr5np8uXLlbOXKle7v35u+ceNGN0YndnrRokXt0EMPddOLFCliZcuWtWLFikWnK3TpOevXr3fdYwWVkbFPbz2tpet7pt1+tTt4/XSbP7Q7uWh3cmWkQbsL07a4BZ68NMZm4cKFbkyOBhzHBhLR7R07dri/Ne5nT9O3bdsWvZ3fdHVp5TdNgtcvqHLlDrIDSdmypS0d0W5/252u30HanVy0O7nKpWm7kxJ4FHY0gFgDl48//ngrXry4q7bEUhgpUaKE+1vT84YT3VbVSNOC23mnq+tLXV75TZPg9Qtq3bpN9ts46bjJzCwS2g1dVtavlp2df7cf7Y4/H9tdpEiGHXxIKSuaGa4zXOzKzrGNG7ZYTk6cv9D57F1qY5CIdUci0e7kot2Jb2NKAs+QIUPspZdecqHnwgsvdPdVqlTJlixZkutxa9eujXZTabpu551+0kknua4rhR7d1mBn0ZgdBSiNG1KFJysry92nrq6gi0xhR4GpMPSBhvVDTZR0fb+0OxztzsjIcGHnppfn2JLVmy0MqlcsYyPa13VtC470TLR0XXfQ7uSi3akV18Cjw8F1JNbDDz+c6wgpnVtn9OjRrnsqqLrMmjXLDS4Oput2QF1c6g7Toesao1OrVi03XUdsiQYzK9yceOKJ/3sTRYu6+4KBzXqsnqPnAkg8hZ1vVmxMdTMAYI/ilgi+++47e+KJJ+y6665zQUZVluBHJyKsXLmy9e3b1x0yrvAzf/58a9u2rXtumzZtbPbs2e5+TdfjqlatGg04V1xxhT377LP2/vvvu+fddddd1q5dO9elpZ9WrVq5+zRNj9GJB3XyQgAAgLhWeD744AM3nubJJ590P7G+/fZbF4b69+/vTi545JFH2uOPP25VqlRx0xVuHnvsMRs2bJi7X4eY67dK0nLxxRfb8uXLbeDAgW58TrNmzdw5eAIKSAo8OldPmTJl3Ll99BgAAIC4Bp6uXbu6nz1RyNFh6nty9tlnu599eX1VeXSCQ/0AAADkxSAXAADgPQIPAADwHoEHAAB4j8ADAAC8R+ABAADeI/AAAADvEXgAAID3CDwAAMB7BB4AAOA9Ag8AAPBeXK+WDgDpokiRDPcTD5mZ8dl3zMmJuB8A8UfgAXDAUdA55NBSVjROQaVs2dJxeZ1d2Tm2Yf0WQg+QAAQeAAdk4FHYuenlObZk9WYLg+oVy9iI9nVd2wg8QPwReAAcsBR2vlmxMdXNAJAEDFoGAADeo8IDAGmEwdbAviHwAECaYLA1sO8IPACQJhhsDew7Ag8ApJl0HGxNVxxSjcADAEgouuIQBgQeAEBCpXNXHJUpfxB4AABJkW5dcelcmSKo7Y7AAwCAR5WpdA5qiUTgAQDAs8pUOga1RCPwAADgoXQLaonGpSUAAID3CDwAAMB7BB4AAOA9Ag8AAPAegQcAAHiPwAMAALxH4AEAAN4j8AAAAO8ReAAAgPcIPAAAwHsEHgAA4D0CDwAA8B6BBwAAeI/AAwAAvEfgAQAA3iPwAAAA7xF4AACA9wg8AADAewQeAADgPQIPAADwHoEHAAB4j8ADAAC8R+ABAADeI/AAAADvEXgAAID3CDwAAMB7BB4AAOA9Ag8AAPAegQcAAHiPwAMAALxH4AEAAN4j8AAAAO95E3i2b99u/fr1s/r161vjxo3tueeeS3WTAABASBQ1TwwfPtwWLFhgL7zwgq1YscJuv/12q1KlijVv3jzVTQMAACnmReDZsmWLTZo0yZ5++mmrWbOm+1m8eLGNHz+ewAMAAPzo0lq0aJHt2rXL6tatG72vXr16Nm/ePMvJyUlp2wAAQOp5UeFZs2aNlS1b1ooVKxa9r3z58m5cz/r16+2www4r0OsUKWIWiSSmjTWrHGwli2VaGBxTvnSu9/x7aPf+o93JRbuTi3Yn14HQ7sLIyCjEYyORRG3ik+eNN96wESNG2LRp06L3LVu2zJo2bWofffSRHX744SltHwAASC0vurSKFy9uO3bsyHVfcLtEiRIpahUAAAgLLwJPpUqVLCsry43jie3mUtg5+OCDU9o2AACQel4EnpNOOsmKFi1qc+fOjd43a9Ysq1WrlhWJZ2chAABIS16kgZIlS1qrVq3srrvusvnz59v777/vTjzYsWPHVDcNAACEgBeDlmXr1q0u8Lz77rtWpkwZ69Kli3Xq1CnVzQIAACHgTeABAADwuksLAADg9xB4AACA9wg8AADAewQeAADgPQIPACRIOh4Tko5tBgqCwAMAcXTrrbfaHXfc4f7OyMhIqwDx97//3V2TMPas9UB+cnJyLN14cbX0A4FWmlp5fvfdd+48Q7qcBuD78p6O7T733HNt4MCB7rI2/fr1i4aesL8ftXHixIm2c+dOd33C008/3Z3BHshPcBWD7Oxsy8zMTItlnApPGggWpC+++MKuuuoqW7VqVVrtNabrXkN+8zhM7SuMdFlegnaGfcW5J2r3pZdeag8++KBNmjTJ7r///uj9Yf4MgnXMiy++aBUqVLDHH3/cpk+fnpaVnjDPZ9/a/eqrr1q7du3S5jtLfE8DWpC++eYbe/755+2yyy6z2rVrmw+Cley6devcnqT2ElS9ClPbvvzyS1u0aJEddNBB7vIl2qtR6EmHa7T997//te3bt9uOHTvshBNOsGLFilmYBfNc18HTfFel4dhjj7WLLrrI0kHscqH30rJlS/ed1Xy/5ZZbQl3pUZu0nKitAwYMsF69etmoUaPcdzIdKj36jv744492zDHH2HHHHWdhFXz+//73v239+vW2du1aa9KkiR1yyCGhXC72pmbNmlaqVCmbMWOGnXHGGaFdvgPhXooPYLELjlZEU6dOtU8//dSOPPLI6HQJ88JVkPen656NHDnS/b1hwwa78sor7YILLrA//vGPKW2f2vPRRx9Z9+7d3TzXZ6Dbf/vb39Ii9OgSK8OGDXNdnz/99JPbaF188cV2/vnnW1hpnr/33nuuG6hhw4au7RoPM3v2bBcYSpcubWEWLA9aRl577TUXeLQx03X9fv31Vxckwhh6gmVZYWfKlCk2fvx4F/B1XcL77rvPbrvtNvd5/OEPf7Aw0jKj5aNixYq2YsUKt/y0b98+lAFfn/s777zjLoNUo0YN++GHH+yVV16xCy+80P7yl79YuqlcubK7luWHH37oAk+Ylut86dISCJecnJxIdna2+3vlypWRjRs3Rj7//PPIww8/HKlZs2bk448/jj4unezcuTPX7VmzZkXq1q0bGTNmTCQrKysyYsSIyAknnBCZMWPGbo9Nlth5+re//S0yduxYN//fe++9SOvWrSM9evSITg8+o7D5z3/+E2nYsGFkwoQJ7vYHH3zg5uubb74Z+fXXXyNhpPm+du3ayJ///OfICy+84O5bt25dpE6dOpEnn3wysnr16kjY6T2sWLEi0rx588i0adPcfTt27Ih8+umnkVNPPTUyZMiQXI9NtX//+9+5bmtd06xZs8j48ePdvN+yZUvkhhtuiHTu3Nmtc4LvZBjaHvjxxx8jV199deSVV16JrFmzJjJu3Di3rD///POR7du3R8Jm6dKlkXPPPTfy8ssvu9uLFy927Z00aZJbz4TR448/Hvniiy+it//xj39E1q9fH9m6dau7/dVXX0Xq1asX+eijjyJhF95d1APQ6NGj3R6VUrL2uFTV0RXf27Zta4899pjbS9QFUQcNGuSqPWEfFxDr6aefto8//jjXOJh58+bZmWeeaVdffbW7+Otbb73lxihpDIHenyTz/QV73irP6rOYO3eu29PVT+PGje3GG2+05cuXW8+ePd3jg0pP2Ggvt1q1atahQwdX3bn33nvdHq+6QrU3qXkdNprvKo1rr1wVPrVbXYgaD6PlQ+9By0eY6T2UKFHC/Q7Gvqgq0qhRI1f1GTdunBsbEzw2lVStVMVJ44wCGzdutC1btrjl5LDDDnN77o888oirrD3wwAM2c+ZM182Y6rYHvv32W1c927Ztm6tcli9f3lWItX7UenTChAmuMhsm6sbSMn755Ze772m3bt3cMAUtI88884zr4gqTTZs2uXE6Wn9rfag2a3yaxu1omf7Pf/5j9erVc7fVFa0u9DCuEwMEnhCpUqWKjRkzxnXxaGDyPffc4wLPTTfdZM2aNXNl8qVLl1rr1q3dUSAaVJguoUel26A7LqAvvvquly1b5lYA6nbp37+/LVmyxO688043ticZK9fY7kFtCLQSUtn5888/d+Xyn3/+2W3ItFLq0aOH+2yuueYa95wwdmtpnmpj9dVXX7kyuUrNKqFr5f/www/bggULLAyCFaNWmitXrnTt0wbhjTfesM6dO9vZZ5/tlnMdMZSVleW6WMIkvxW7Ao7a+8EHH+S6X2Oo1OWiHRd9x1Pt6KOPtuOPP94t50HoOeKII1wbteEKvhP6jqprVN9RbeB04ERYKBxonJrGN6rbM6Cgr+VdG2YFojCFnnLlyrmuWnXlX3HFFW5HasiQIe6IPg0Y/+STTywsJk+e7Hb2tHwoDCusr1mzxq0jFSwVfhR01G7NYwViDUvQOjG026RUl5iQ27vvvuu6rXr27Bnp3r17rrKsyuQq8d97772uu0Vl8thSYxjlLX9/+eWXkalTp7pS/7/+9a/I6aefHjnttNMid999d/Qx6tK66KKLXFk9kZYvX57rtrpU1G340ksvudv6rXL5oEGDIj/99JO7b9u2ba79f/nLXyI///xzJCx++eUXN09F7brkkksiJ598cqRfv37Rx+j+Sy+9NLJgwYKUtfPtt992XZmxJX4t019//bW7/dprr7nlX/M31jXXXONK62ER252p5fjvf/+7++5u2rTJdRXpu3nfffdFH6Pvsb7T6hrdtWtXJAxt17y/88473TKuLhXRuqVDhw65uifUVaTHXH/99a7bK0zrFHXfdu3a1S0fn332Wa7Hqatc6xZ1l6eyneq2+vbbbyOrVq1y31HNS3Vj3XbbbdHHarm57LLLosMVUm3evHmujQ8++GB0GWjTpk2kU6dOubpC1TV37bXXuq5+Pf6OO+4IZVdigEHLIaNyvsrIGiioPcXgyAmd6+Ccc86xa6+91pVyu3bt6romwn4+nryDNN98803717/+5faEzzvvPNeFpb1enbtEeweqTmgvR+89UYMk1R7tgatao6NoGjRo4KpJ2ltRyV5dV6JuID1We8Hq4lLlR1U4fQ7aMwvLIFrtLT711FOunKzyuKplqox06dLFdU2oMlK1alV76aWXbPPmzW4vPhX0v9U1Ur16ddctWKtWLStbtqz7OfTQQ91jtBxcf/31rryv96TuTVWAtBevql9YBJU9vR+drE/VS1UxVclp3ry5q6RpwPXChQvdd1RVQlWvtMzrueryStWRT8F3Ud2eN998s1vfaG9eR0j+9a9/dZ/NE0884ZabOnXq2GeffebWNXpPWp5SSW1Rd/f333/vvodnnXWWO8njQw895LoM9d5U0RR1hf75z3921ZNUDlDWd1Hq1q3rlm3NR61bNERB6yF9N99++21XMdFRiWFQu3Zt19Ogo/W0Duzdu7f7Pt5www1umde6U8uG1jUalqDKj96PPhe9j6OOOip0g/OdVCcu5E/VHO3pPvHEE7vttWjwrPbSwjpoNj+zZ8+O3Hrrre5v7QWogvP++++72/fcc0+kQYMGrirRvn179/fChQsT3qZevXpFGjVq5CpKokG9Z5xxRqR///6RZcuWRR+nwb9dunSJ9O7d2w1KDRPtbalC8sgjj0Ruv/12Nw+HDx/u9rJUefjTn/4UOeuss9z8PvvssyPffPNNStoZVAxUKdPy261bt8j8+fPdwEcNVNYeZezergahqs3aq1S1J+8A2zBQRUEDULVsBwNoVSG58sor3bKkZUWVS1VRdH8w6DcM39s5c+ZEBgwY4JZzVVLVRrVbFShVIVRBvvzyyyMXXnhhpG3bttEKXCpp8H3t2rVd1eH+++93VZ3zzz/fLev6DFQRV6VBy30glQOsVQ2+4oorIhMnTnTz9eabb3YDwDXvVe3R3xok3rRp00iLFi1S9t3MS/MsmG9qtyo3WqcEVXAtD2q7BivHUuVS6+9hw4ZFworAE2LvvPNOpEaNGpGnnnoqsmHDBrdx0MKkDUBYj7b5vZVVq1at3EZBbrrpJrdxDkKPjkLTRk7hQqX2RNFKPrab55ZbbonUr18/GnqmTJkSadKkiQsQQTeW6KiPG2+8MVRHC2kFqeUhWBkFJWYFCm0QdJSNyvkKFnp/WsmmMpQFXYDqStSycN1117kSvub/wIEDXZjXY3QEiCggaCW6efPmSBhpeW3Xrl2uAKPlu0+fPq77J79wk6qjD/Nbt1x88cWRu+66ywWz2NCjbseAlpkwzH+FMB0xFuwAqr3aMVIwU2hTG9VVqy6Xv/71r27ZT3U3lgKx1i/BTpLap50+hQV17QfzV9+PRHffF1R2zPIa/K0ufIUerVNiQ492AoOwH7v+UZddWLu1CDwhp4VNlR59ufVlady4cUrHYOwr7bXrS6LqTkArA610FYaS8QV59NFH3ZihvHtS2vNSX38QeiZPnuyqIgo9seN8FDrDQvNLQUdBQuExlkKjqiYPPfRQNGCmisK6gkywAVqyZIn7rWCj6pMqPVq+NQ5Ae7ua7/pR9S0YVxIG+VUKNG5HoT1vQFeI0wZC40vC3H7tvWvciIKOlvMg9Cg0vPjii5EwLesKvqr4qXqjw7e1jKgSq51AhZ5nn33WPVZVh2SPrcs7b9966y23PtG6WsuB5nPwGFXKtB7XuCM9LkyyY8LO9OnTXfANdpKCSk9s6FEFUDtXGp8U3Kfvc8uWLaOHrIcNgScN6EuuhU1dP2Ha6O5N8EUIqNvinHPOcQEnoIF7WnnpvthSaryp0qG9cYUe+fDDD13QCejv2EqPQo+6K9QVEabByaIqk1b6n3zySfTcTDrXS949rQsuuCDy2GOPub3jVJX2NR+17KqdGlgdWx7Xnq9Wmmq/yv5a4c6dO9eFJAWeIByFaUOg6pOqCZqfCjrqEtV7C6pSooqawn0YBvjG0gEOGhQeSxsyfS8UHtRehR5tkFVNCcO6ZubMmdGDCIYOHRrthlZXYTD4W4PBVW1IpeD7pWCvCpPOB6Rwo0CpiocqOsFypB0uBQPtqGhHMAxyYtYPCjU6r47Wyxp8H1Rx8nZvaT2kinns92P06NGhCvp5EXjSaExPWDYABaGQoOrNeeed58rnwV6wKjwjR47M9Vh9aRLZjSVasajPXysZndhOwUtfXpWX9xR61GWh9xCWcrPoSCAdaaWxFaouaOOkMQ0KZ3lDz6uvvprw+VoQWlGqa1YVG41tUcDRSSZFe5DaS9QGS90AwYo3OOIsTBsChcerrrrKjRvRfFew0QZZ40p0RJZCu96D3ou6ncMwVid2PIkqIdqQqTKV9/NR5VNdvVpetHMQlq5bVSn1nQyO6tRYF4UIVRMCardO6pjso9/UNlXE8u7QqVr5ww8/uPs0LxXqVTWLDT3qxgpbIA667hUoNcRAVRp1ceo9xYYefX9j33eYvq97Q+BBQjYO+gJopak9MQ3c00ZNKyztyesswKnYEGsvXAN3FXRUAtcKR0FBQSg29Kh9weGhYdkDC8r1KpXrTLha8Wi8kc5UrcGaQejJe2huWPzzn/+MnHjiiS5EBmMCgtCjSo8GJ2s5UYgI29l8RVUnLRea51p2dKoCdScq8KgqpbZrwLvCqA7rDjYAYQo9Cu6a59pzz1vpUcVBY9e0EQ/TxksbXYXMUaNGudvPPfecm9cKlQpw2oHSdyDZVQUFGXX7xP5fjc/SukTLduzYFlU2FXoUhPScMC0TsdQujVMM5rVOH6Fwr7ZrHgfvSd9fDU4O23e0IAg8iItg4dcRCKosPPPMM9FQ89///tddHkDjkFT+14ZCg1STPbBN5eZatWq5PRgdcfXdd9+5PbG8oUcrJt2nx4fpS615qnATa9GiRW5+ajyUNmZhPjfT74UeDRBXVSQsR8EFGyX91nKqAdaxY4q0wVPFR8u0qjo6iEDLuzaAwXNTOUA5dszI66+/7roWNZ5L70XzXHvtb7zxRvTx2jHR+9H5VlJN1ZtgR0PtVbtiv58aW6LB+toQa4C4vgPJpM9Vy28wllKVvcGDB0enqQtL64/YnTqFHlWn9P0N6/iW7b8t5+qO05guDTfQelvU7Rl7SYxAmNaPBUHgQVy7W7TxVWDQgD0NnFW/e7Dy0p6wNtpa2ao7JhVHf6gt+jLrekfq3vr++++joUftDoSx3KzSvVamgSAwaiWkrjftPWpDoIAZVnlDj8rjwQn6wnIEU+xKPNioqXoTXOMrdhlRV4U2yHmFYS9eXcmqCOp7qO+buhXVnaWjmhR6NE2BQacz0PtL9Vg1zXfthKjSpMpNUK3Ud1brDB1EkN9g5mRTe1SR1FgddQEF3ePBARn67BXe1Z0fG3oUkmNPd5FK2XtYPjUuUCFZFWSFn+B0BApq2lHU73QLObEIPIgLrfxVztcAw+ALoQtvas9Me4+xh9FrRZX3LMepGFCtPa4g9CgkqDoSVFDC+KXWIfxqY+ygb9EevI6M0HwNw4a2oKFHlUBdiFAb3rCMk4qdfxpnoYqgjqZRV4+WjbxhUl1BGoMWNqqYqTtCXVdaLjSGRxtnBUyFHoXL4LB6vYdknPdqb4JB0gpjOrhAbdXYHHXlatkP00B2dddrJ0lBR92d6v5RtU8BMjb06MjDsO2AZMcs41pfaxCyBn7rQI7grNTaUQ3OmyZaRhRAg/ViGNePBRG+CwEhLekiczqTrs6+GZxdU2cu1hmJddE5XXRTdMZonTlaZyxOJV1HaMSIEe4svjqjqM58qzPm9unTx00P3RlCzaxhw4Z2ySWXuGva6OzKop0Wnd1U17zRWaLDeG2vvHQmYp3dV9dN0/WoPvzww5SfwTcQzD/NY51dW2c614VLtQxrmdCFFHVdKdHZh3V2WZ2xOEzUPr0PLROnnnpq9PpeuvCwzqysi2vqmnw6K/fYsWPdZ3HSSSeltM1annUWX10nUBcV1rXgdOZknbVX1/BSG3W2al1nLwx0RnjNV50JXNfz0jpNZ3vWdaZ0lnzN/xdeeMG9D10LMbiYbNjOEj5ixAjXRp1l+/7777fhw4e7aXpf+l4++eST7ppf+hx0rUN9B/SdDeP6sUBSnbiQnoKErz5//a2Kicq86qaIpQGQqkqoXziMNP7izDPPdOXoMA3W/L09Sx0qr65D7Z1rAKeOYgnDHnphqWwelj32WKqE6KglVRVUDVFXiroMg6Pi9LcGd+poId0Xlq644PuosS0aI6cKSTCoNuj+VCVNlYkwnQNGRwTpSDetIzQwVuNGVDlRlUoHGqjSFlyrSVVkze8wVBg0FkddVuoe13Kh7h91CanSE3Rvqcst9gSmYansrFy50nV1BidA1EEaWl5UPQ664TQuSYPDdSBHsG5M9XXg9hfX0sI+UcLXXpmuSKxrIan6oGs5TZkyxV0rKbgmjCo6NWrUsMqVK1sYqa3ay9XeWqKu3RVP2vPSNZp0zakZM2a4qy8PHTrUXbsm3TRt2tTCSFU/XYPp/PPPd7d1pXZdSfzZZ5+1UqVKWffu3d2813Kt66vpmlhazjMzM0Ox967reakCoet2DRgwwH1HgyqUKhG6tpTeR1ioeqZlQVfgVhVHV+fWNfZUQVNF5+yzz3bX29M81zXLUnUNsrxKlCjh5quqJKqcjRkzxq655hpXHfzLX/7irll3yy23uGUn1VQJLvJbZWf8+PGuSqOqu5ZhXdtQ65S+ffu6a2hpfXLddde5a9dt2bIluqyk8vpv8ZLerUdKy+a6KJ4u0Ld48WJ34cTjjjvOpk2b5lb8uqjfMccc48qi3333netCCquwXLCvoLTRUnlZP4if38Y02sqVK3Pdr0Cv8PDxxx/bW2+95TbAgwcPjk4Pw4ZA38Hy5cu7rkGFNV1cWF2HuiirNsb6rqqN7733ngtwCkVhsXr1ajePRRej1PxVd+c///lPd3Ff7ZQoNAQXBQ2boHtc81kXXdX6TzsmLVq0sLAIuqA+++wz11WrUKmgqW6tN954w/r16+e6ONWF++WXX9rJJ5/swlAQdvS9SPUyHg/h7/BHaGihF11ZXHtfl156qdvD1R6krnytL5U2DKtWrXJfIl15WRsJXflaVwQGwkzLr/aC27Zt64K7fgIKEocffrjb8Gp511WwA6neEPz444/WuXNn69ixoy1atMiNo9MGTJUqfS8VbjTt9ttvdyFCG+UwVVy1zlBlWFcTb9asmd19993uflWMNTYwCENhpp09jTPSzsj69evt6aefthNPPNHCZPTo0a6NGgeo6pPmq8YttmrVyoUdUeDRspF3fZ22Y3bySP/IhqTRQj916lQ3yFehRoMiVYb+4x//aF26dHFf8q+//trtGWhPTXs52oBoLxNIF6pOXnjhhW45V1eVuls0IF+DU3W/wr7CkCoRGgyc6o2BQpiqDNp7V9BRZUddnaoAqpt22LBhrotF39fSpUuHZoB4oH79+m6wstYt6hrXOkNdLqoa633o73Sg0KMB7tox1EDgsKlWrZoLxEHX6x133OGqfbpPy42WIXVvKWiGtbt5f2VoIE+qG4Fw0yKilfovv/zi9gZ09NW2bdvcESs68kMl9EqVKrnHqh9be2s6Okv910A6Wrt2retO0XiHo48+2o1l0N67lu2XXnrJJk+e7KalctyOjpwRHfGobrj77rvP7aErAOnIPXVzqTtIR9oomIWZqsajRo1y6xRteDVfVaHS+LpUH0Hmk2nTplnPnj3dGClV/NQdq3k8Z84c27Bhg1t21F2roByWcWnxROBBgXz66af2ySefuL81uE20wld3VYcOHaxly5bR0DNhwgS39xuGwXrAvtIKX3u/CxcudGFHy7jo8N2ffvrJjX/QwNVU0Mapffv2rpqqLgoNYtdh0DpM/swzz7Q1a9a4Q4w11k7dXTpUOuxUWdC4kunTp7vxSE2aNEnLwfhh9+6777pBylou9Dt2/gfBOAzj0hKBwIMC0ZgFnU9Cfbuvv/66O9JDXnzxRXf0ikrmWvFqnAPgE3WpzJw507766ivXlfv222+7sJ/qMRo6gklj5SZOnGjXXnutO4JJe+s6wkYBSFUfVU105JC6nYG8oUfLitbr+VX0fcSgZRSIxi5o5amVqAJOQKVRfWl0KKb64LVXDPhGGwENwNf4EnVppTrsiLqr1G2ssUYKYTphn7rehgwZ4rqztPOhQ4sJO8irWbNm7oSO6u7UEVuxfA07QoUHcdkz0F6mBklSgoavFOYVeMK4QdB4Hp3lV4cUK/xobF3v3r3dGIwwthfhMHPmTHc2bh+7r/JD4ME+h57rr7/eevTokermAPgtkOlH54TRYcbsfKCgdnk6ZicvAg/2ic6yrLCjkrrOxQMgtXweewHEA4EH+0xnUdZAyXQ7UzEA4MBD4AEAAN7jKC0AAOA9Ag8AAPAegQcAAHiPwAMAALxH4AEAAN4j8AAAAO8ReAAAgPcIPAAAwHsEHgAA4D0CDwAAMN/9H6yegimbIPw5AAAAAElFTkSuQmCC"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 13
  },
  {
   "metadata": {},
   "cell_type": "code",
   "outputs": [],
   "execution_count": null,
   "source": "",
   "id": "daf9e9b290aa377d"
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": [
    "# 特征提取\n",
    "\n"
   ],
   "id": "346639eaad37814c"
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": [
    "### TF-IDF（5000 维）、PCA（保留 95% 方差）、300 维 Word2Vec 词嵌入\n",
    "\n"
   ],
   "id": "2f3bc4b03da341a9"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-05-30T03:39:13.788625Z",
     "start_time": "2025-05-30T03:39:13.618732Z"
    }
   },
   "cell_type": "code",
   "source": [
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "from sklearn.decomposition import PCA\n",
    "from gensim.models import KeyedVectors\n",
    "import numpy as np\n",
    "\n",
    "# TF-IDF\n",
    "tfidf = TfidfVectorizer(max_features=5000)\n",
    "X_train_tfidf = tfidf.fit_transform(imdb_train['clean_text'])\n",
    "X_test_tfidf = tfidf.transform(imdb_test['clean_text'])\n",
    "\n",
    "# PCA 降维（保留 95% 方差）\n",
    "pca = PCA(n_components=0.95)\n",
    "X_train_tfidf_pca = pca.fit_transform(X_train_tfidf.toarray())\n",
    "X_test_tfidf_pca = pca.transform(X_test_tfidf.toarray())\n",
    "\n",
    "# 词嵌入：300 维 Word2Vec\n",
    "word2vec_path = 'path/to/GoogleNews-vectors-negative300.bin'  # 替换为实际路径\n",
    "word2vec = KeyedVectors.load_word2vec_format(word2vec_path, binary=True)\n",
    "\n",
    "def get_sentence_vector(text, model):\n",
    "    words = text.split()\n",
    "    vectors = [model[word] for word in words if word in model]\n",
    "    return np.mean(vectors, axis=0) if vectors else np.zeros(300)\n",
    "\n",
    "X_train_w2v = np.array([get_sentence_vector(text, word2vec) for text in imdb_train['clean_text']])\n",
    "X_test_w2v = np.array([get_sentence_vector(text, word2vec) for text in imdb_test['clean_text']])"
   ],
   "id": "fafc97d69c12933f",
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "numpy.dtype size changed, may indicate binary incompatibility. Expected 96 from C header, got 88 from PyObject",
     "output_type": "error",
     "traceback": [
      "\u001B[31m---------------------------------------------------------------------------\u001B[39m",
      "\u001B[31mValueError\u001B[39m                                Traceback (most recent call last)",
      "\u001B[36mCell\u001B[39m\u001B[36m \u001B[39m\u001B[32mIn[15]\u001B[39m\u001B[32m, line 3\u001B[39m\n\u001B[32m      1\u001B[39m \u001B[38;5;28;01mfrom\u001B[39;00m\u001B[38;5;250m \u001B[39m\u001B[34;01msklearn\u001B[39;00m\u001B[34;01m.\u001B[39;00m\u001B[34;01mfeature_extraction\u001B[39;00m\u001B[34;01m.\u001B[39;00m\u001B[34;01mtext\u001B[39;00m\u001B[38;5;250m \u001B[39m\u001B[38;5;28;01mimport\u001B[39;00m TfidfVectorizer\n\u001B[32m      2\u001B[39m \u001B[38;5;28;01mfrom\u001B[39;00m\u001B[38;5;250m \u001B[39m\u001B[34;01msklearn\u001B[39;00m\u001B[34;01m.\u001B[39;00m\u001B[34;01mdecomposition\u001B[39;00m\u001B[38;5;250m \u001B[39m\u001B[38;5;28;01mimport\u001B[39;00m PCA\n\u001B[32m----> \u001B[39m\u001B[32m3\u001B[39m \u001B[38;5;28;01mfrom\u001B[39;00m\u001B[38;5;250m \u001B[39m\u001B[34;01mgensim\u001B[39;00m\u001B[34;01m.\u001B[39;00m\u001B[34;01mmodels\u001B[39;00m\u001B[38;5;250m \u001B[39m\u001B[38;5;28;01mimport\u001B[39;00m KeyedVectors\n\u001B[32m      4\u001B[39m \u001B[38;5;28;01mimport\u001B[39;00m\u001B[38;5;250m \u001B[39m\u001B[34;01mnumpy\u001B[39;00m\u001B[38;5;250m \u001B[39m\u001B[38;5;28;01mas\u001B[39;00m\u001B[38;5;250m \u001B[39m\u001B[34;01mnp\u001B[39;00m\n\u001B[32m      6\u001B[39m \u001B[38;5;66;03m# TF-IDF\u001B[39;00m\n",
      "\u001B[36mFile \u001B[39m\u001B[32mD:\\machineLearning\\venv\\Lib\\site-packages\\gensim\\__init__.py:11\u001B[39m\n\u001B[32m      7\u001B[39m __version__ = \u001B[33m'\u001B[39m\u001B[33m4.3.3\u001B[39m\u001B[33m'\u001B[39m\n\u001B[32m      9\u001B[39m \u001B[38;5;28;01mimport\u001B[39;00m\u001B[38;5;250m \u001B[39m\u001B[34;01mlogging\u001B[39;00m\n\u001B[32m---> \u001B[39m\u001B[32m11\u001B[39m \u001B[38;5;28;01mfrom\u001B[39;00m\u001B[38;5;250m \u001B[39m\u001B[34;01mgensim\u001B[39;00m\u001B[38;5;250m \u001B[39m\u001B[38;5;28;01mimport\u001B[39;00m parsing, corpora, matutils, interfaces, models, similarities, utils  \u001B[38;5;66;03m# noqa:F401\u001B[39;00m\n\u001B[32m     14\u001B[39m logger = logging.getLogger(\u001B[33m'\u001B[39m\u001B[33mgensim\u001B[39m\u001B[33m'\u001B[39m)\n\u001B[32m     15\u001B[39m \u001B[38;5;28;01mif\u001B[39;00m \u001B[38;5;129;01mnot\u001B[39;00m logger.handlers:  \u001B[38;5;66;03m# To ensure reload() doesn't add another one\u001B[39;00m\n",
      "\u001B[36mFile \u001B[39m\u001B[32mD:\\machineLearning\\venv\\Lib\\site-packages\\gensim\\corpora\\__init__.py:6\u001B[39m\n\u001B[32m      1\u001B[39m \u001B[33;03m\"\"\"\u001B[39;00m\n\u001B[32m      2\u001B[39m \u001B[33;03mThis package contains implementations of various streaming corpus I/O format.\u001B[39;00m\n\u001B[32m      3\u001B[39m \u001B[33;03m\"\"\"\u001B[39;00m\n\u001B[32m      5\u001B[39m \u001B[38;5;66;03m# bring corpus classes directly into package namespace, to save some typing\u001B[39;00m\n\u001B[32m----> \u001B[39m\u001B[32m6\u001B[39m \u001B[38;5;28;01mfrom\u001B[39;00m\u001B[38;5;250m \u001B[39m\u001B[34;01m.\u001B[39;00m\u001B[34;01mindexedcorpus\u001B[39;00m\u001B[38;5;250m \u001B[39m\u001B[38;5;28;01mimport\u001B[39;00m IndexedCorpus  \u001B[38;5;66;03m# noqa:F401 must appear before the other classes\u001B[39;00m\n\u001B[32m      8\u001B[39m \u001B[38;5;28;01mfrom\u001B[39;00m\u001B[38;5;250m \u001B[39m\u001B[34;01m.\u001B[39;00m\u001B[34;01mmmcorpus\u001B[39;00m\u001B[38;5;250m \u001B[39m\u001B[38;5;28;01mimport\u001B[39;00m MmCorpus  \u001B[38;5;66;03m# noqa:F401\u001B[39;00m\n\u001B[32m      9\u001B[39m \u001B[38;5;28;01mfrom\u001B[39;00m\u001B[38;5;250m \u001B[39m\u001B[34;01m.\u001B[39;00m\u001B[34;01mbleicorpus\u001B[39;00m\u001B[38;5;250m \u001B[39m\u001B[38;5;28;01mimport\u001B[39;00m BleiCorpus  \u001B[38;5;66;03m# noqa:F401\u001B[39;00m\n",
      "\u001B[36mFile \u001B[39m\u001B[32mD:\\machineLearning\\venv\\Lib\\site-packages\\gensim\\corpora\\indexedcorpus.py:14\u001B[39m\n\u001B[32m     10\u001B[39m \u001B[38;5;28;01mimport\u001B[39;00m\u001B[38;5;250m \u001B[39m\u001B[34;01mlogging\u001B[39;00m\n\u001B[32m     12\u001B[39m \u001B[38;5;28;01mimport\u001B[39;00m\u001B[38;5;250m \u001B[39m\u001B[34;01mnumpy\u001B[39;00m\n\u001B[32m---> \u001B[39m\u001B[32m14\u001B[39m \u001B[38;5;28;01mfrom\u001B[39;00m\u001B[38;5;250m \u001B[39m\u001B[34;01mgensim\u001B[39;00m\u001B[38;5;250m \u001B[39m\u001B[38;5;28;01mimport\u001B[39;00m interfaces, utils\n\u001B[32m     16\u001B[39m logger = logging.getLogger(\u001B[34m__name__\u001B[39m)\n\u001B[32m     19\u001B[39m \u001B[38;5;28;01mclass\u001B[39;00m\u001B[38;5;250m \u001B[39m\u001B[34;01mIndexedCorpus\u001B[39;00m(interfaces.CorpusABC):\n",
      "\u001B[36mFile \u001B[39m\u001B[32mD:\\machineLearning\\venv\\Lib\\site-packages\\gensim\\interfaces.py:19\u001B[39m\n\u001B[32m      7\u001B[39m \u001B[33;03m\"\"\"Basic interfaces used across the whole Gensim package.\u001B[39;00m\n\u001B[32m      8\u001B[39m \n\u001B[32m      9\u001B[39m \u001B[33;03mThese interfaces are used for building corpora, model transformation and similarity queries.\u001B[39;00m\n\u001B[32m   (...)\u001B[39m\u001B[32m     14\u001B[39m \n\u001B[32m     15\u001B[39m \u001B[33;03m\"\"\"\u001B[39;00m\n\u001B[32m     17\u001B[39m \u001B[38;5;28;01mimport\u001B[39;00m\u001B[38;5;250m \u001B[39m\u001B[34;01mlogging\u001B[39;00m\n\u001B[32m---> \u001B[39m\u001B[32m19\u001B[39m \u001B[38;5;28;01mfrom\u001B[39;00m\u001B[38;5;250m \u001B[39m\u001B[34;01mgensim\u001B[39;00m\u001B[38;5;250m \u001B[39m\u001B[38;5;28;01mimport\u001B[39;00m utils, matutils\n\u001B[32m     22\u001B[39m logger = logging.getLogger(\u001B[34m__name__\u001B[39m)\n\u001B[32m     25\u001B[39m \u001B[38;5;28;01mclass\u001B[39;00m\u001B[38;5;250m \u001B[39m\u001B[34;01mCorpusABC\u001B[39;00m(utils.SaveLoad):\n",
      "\u001B[36mFile \u001B[39m\u001B[32mD:\\machineLearning\\venv\\Lib\\site-packages\\gensim\\matutils.py:1034\u001B[39m\n\u001B[32m   1029\u001B[39m     \u001B[38;5;28;01mreturn\u001B[39;00m \u001B[32m1.\u001B[39m - \u001B[38;5;28mfloat\u001B[39m(\u001B[38;5;28mlen\u001B[39m(set1 & set2)) / \u001B[38;5;28mfloat\u001B[39m(union_cardinality)\n\u001B[32m   1032\u001B[39m \u001B[38;5;28;01mtry\u001B[39;00m:\n\u001B[32m   1033\u001B[39m     \u001B[38;5;66;03m# try to load fast, cythonized code if possible\u001B[39;00m\n\u001B[32m-> \u001B[39m\u001B[32m1034\u001B[39m     \u001B[38;5;28;01mfrom\u001B[39;00m\u001B[38;5;250m \u001B[39m\u001B[34;01mgensim\u001B[39;00m\u001B[34;01m.\u001B[39;00m\u001B[34;01m_matutils\u001B[39;00m\u001B[38;5;250m \u001B[39m\u001B[38;5;28;01mimport\u001B[39;00m logsumexp, mean_absolute_difference, dirichlet_expectation\n\u001B[32m   1036\u001B[39m \u001B[38;5;28;01mexcept\u001B[39;00m \u001B[38;5;167;01mImportError\u001B[39;00m:\n\u001B[32m   1037\u001B[39m     \u001B[38;5;28;01mdef\u001B[39;00m\u001B[38;5;250m \u001B[39m\u001B[34mlogsumexp\u001B[39m(x):\n",
      "\u001B[36mFile \u001B[39m\u001B[32mD:\\machineLearning\\venv\\Lib\\site-packages\\gensim\\_matutils.pyx:1\u001B[39m, in \u001B[36minit gensim._matutils\u001B[39m\u001B[34m()\u001B[39m\n",
      "\u001B[31mValueError\u001B[39m: numpy.dtype size changed, may indicate binary incompatibility. Expected 96 from C header, got 88 from PyObject"
     ]
    }
   ],
   "execution_count": 15
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
